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The Normal Distribution

Characterizations with Applications

  • Book
  • © 1995

Overview

Part of the book series: Lecture Notes in Statistics (LNS, volume 100)

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Table of contents (9 chapters)

Keywords

About this book

This book is a concise presentation of the normal distribution on the real line and its counterparts on more abstract spaces, which we shall call the Gaussian distributions. The material is selected towards presenting characteristic properties, or characterizations, of the normal distribution. There are many such properties and there are numerous rel­ evant works in the literature. In this book special attention is given to characterizations generated by the so called Maxwell's Theorem of statistical mechanics, which is stated in the introduction as Theorem 0.0.1. These characterizations are of interest both intrin­ sically, and as techniques that are worth being aware of. The book may also serve as a good introduction to diverse analytic methods of probability theory. We use characteristic functions, tail estimates, and occasionally dive into complex analysis. In the book we also show how the characteristic properties can be used to prove important results about the Gaussian processes and the abstract Gaussian vectors. For instance, in Section 5.4 we present Fernique's beautiful proofs of the zero-one law and of the integrability of abstract Gaussian vectors. The central limit theorem is obtained via characterizations in Section 7.3.

Reviews

"The book sets recent work in context and represents a valuable addition to the standard texts on characterizations." - J.R. Leslie, Macquarie University, Sydney, Australia

Authors and Affiliations

  • Department of Mathematics, University of Cincinnati, Cincinnati, USA

    Wlodzimierz Bryc

Bibliographic Information

  • Book Title: The Normal Distribution

  • Book Subtitle: Characterizations with Applications

  • Authors: Wlodzimierz Bryc

  • Series Title: Lecture Notes in Statistics

  • DOI: https://doi.org/10.1007/978-1-4612-2560-7

  • Publisher: Springer New York, NY

  • eBook Packages: Springer Book Archive

  • Copyright Information: Springer-Verlag New York, Inc. 1995

  • Softcover ISBN: 978-0-387-97990-8Published: 24 March 1995

  • eBook ISBN: 978-1-4612-2560-7Published: 06 December 2012

  • Series ISSN: 0930-0325

  • Series E-ISSN: 2197-7186

  • Edition Number: 1

  • Number of Pages: VIII, 139

  • Topics: Probability Theory and Stochastic Processes

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